Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "144"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 144 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 78 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 76 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 144, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459894 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.803033 -1.065607 -0.669724 3.113829 -1.348268 -1.422068 -0.562182 -0.573314 0.0958 0.1077 0.0405 nan nan
2459893 digital_ok 0.00% 38.49% 38.49% 0.00% - - -0.853288 -0.781584 -0.659882 3.176541 0.201566 -1.326926 -0.430564 0.102976 0.4851 0.4804 0.2522 nan nan
2459892 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.639084 -0.712769 -0.685132 3.595216 -0.525238 -0.762568 -0.343903 -0.060581 0.6972 0.6925 0.3802 nan nan
2459891 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.496450 -1.117082 -0.782081 5.357092 0.759338 -0.526229 0.055714 0.313667 0.6924 0.6681 0.3933 nan nan
2459890 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.599700 -1.371752 -0.606091 6.378707 -0.483573 -0.680043 -0.268365 -0.837577 0.6940 0.6644 0.3940 nan nan
2459889 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.766469 -1.291890 -0.893213 5.249199 1.133860 1.964415 -0.540085 -0.287652 0.7011 0.6677 0.3906 nan nan
2459888 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.666966 -1.370353 -0.619959 5.245843 0.481234 16.150329 -0.661574 1.920127 0.7164 0.6957 0.3751 nan nan
2459887 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.597354 -0.819747 -0.438178 6.467969 1.676804 -0.782390 -0.405172 -0.142346 0.7010 0.6630 0.3968 nan nan
2459886 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.595611 -0.084042 -0.389518 -1.581556 -0.123267 -0.736622 -0.190570 -1.129392 0.7808 0.7731 0.3110 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.751429 -0.581688 0.333818 6.844844 -0.209220 3.842383 -0.354520 0.806784 0.7488 0.7406 0.3287 nan nan
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.814736 -0.275661 -0.628617 2.151091 0.915285 -1.076751 -0.565587 1.385143 0.7027 0.6930 0.3823 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.275740 -0.886795 0.372073 11.505460 -0.263269 0.393165 -0.621648 5.684137 0.7020 0.6976 0.3703 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.414119 -1.167843 0.256593 13.788626 0.250216 -0.237838 -0.135737 0.151902 0.7041 0.6975 0.3661 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.377068 -0.415390 0.253358 14.030732 0.749617 -1.153864 0.533429 1.872083 0.7385 0.7436 0.3156 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.371704 -0.726974 -0.372224 12.186318 0.214520 -0.512819 -0.268620 1.608855 0.6973 0.6974 0.3800 nan nan
2459879 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.483380 -0.172065 -0.307111 2.473468 -0.588409 -0.648267 -0.316280 1.489028 0.6828 0.6877 0.3980 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.557772 -1.071943 0.005498 18.546849 0.659812 1.264879 0.527889 4.781387 0.6867 0.6905 0.3960 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.539385 -0.947585 -0.077501 18.115588 1.513786 28.612001 0.230077 5.096597 0.7038 0.6731 0.3914 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -2.007551 -0.984110 0.245418 16.060563 0.248846 -0.883138 -0.551270 0.246968 0.7152 0.7136 0.3950 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.918901 -0.959943 -0.379149 7.635709 0.214884 0.962674 0.123206 0.166972 0.6999 0.6762 0.3915 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.145488 -0.808886 -0.292133 9.910796 -0.347024 -0.528122 -0.628643 -0.576558 0.7121 0.6836 0.3797 nan nan
2459872 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.407704 -0.876833 0.181630 12.461338 0.827748 -0.319487 -0.187343 -0.544560 0.0556 0.0695 0.0057 nan nan
2459871 digital_ok 100.00% 50.38% 50.38% 0.00% - - -1.316560 -0.869466 -0.595031 13.958891 0.549871 -0.292352 -0.413445 -0.476996 0.3879 0.3641 0.1689 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.379987 -1.221520 -0.334478 9.154970 0.142456 0.902911 0.447109 1.966097 0.7200 0.6970 0.3757 nan nan
2459869 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.911434 -0.357354 -0.682101 2.129941 0.976255 1.793590 -0.306803 1.395512 0.7269 0.7237 0.3708 nan nan
2459868 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.020841 -0.185530 -1.278241 -0.807249 -0.849144 0.625878 -0.510939 1.871489 0.7089 0.6967 0.3890 nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.304127 -0.261804 -0.894212 -0.380108 -0.243486 0.847892 -0.240485 1.970590 0.7199 0.7026 0.3895 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.929721 -0.457616 -0.724834 -0.300682 -0.343010 0.012909 -0.564030 -0.097688 0.7188 0.7019 0.3845 nan nan
2459865 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.312564 -0.094931 -1.096297 1.857754 1.002292 -0.974105 -0.395355 0.134691 0.7307 0.7176 0.3656 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.269477 -0.586585 2.599927 9.853786 -0.137761 0.015093 0.128302 3.065813 0.7068 0.7092 0.4047 nan nan
2459863 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.457614 0.375826 1.003528 -0.696402 -0.457190 -0.918477 -0.420631 -0.061665 0.7028 0.7014 0.3945 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.666187 -0.377595 2.594409 12.106069 -0.289588 -0.459431 -0.326538 -0.502390 0.0517 0.0548 0.0057 nan nan
2459861 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.311475 -0.743534 1.124135 -1.783556 -0.256452 -0.868955 -0.119092 0.722880 0.0502 0.0537 0.0061 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.427408 -0.540524 2.400005 10.122154 0.410237 1.616018 -0.134974 1.508343 0.7211 0.7069 0.4034 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.329685 -0.725055 1.291582 -1.564380 -0.487197 -0.984187 -0.474590 0.799581 0.7251 0.7122 0.3965 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.573479 -0.499763 -0.631843 -2.274005 10.401640 -0.772883 0.449939 18.898239 0.7356 0.7076 0.4032 3.358406 3.114804
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.341029 4.414143 -0.084978 -1.424630 11.241746 4.705657 1.066908 13.285785 0.0277 0.0262 0.0011 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.926731 -0.531912 -0.969811 4.499192 2.667985 16.365873 1.969147 2.486724 0.7277 0.7232 0.3833 4.380687 3.460238
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.721914 0.713326 -1.208575 1.311217 0.153723 0.225833 0.181829 16.127197 0.7191 0.7415 0.4143 4.715058 3.684030
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.946970 0.015794 -0.900598 3.754481 -0.168853 -0.372593 0.287643 23.391879 0.7332 0.7621 0.4242 4.818325 4.357762
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.539132 -0.263310 -0.713636 5.233308 -0.613321 0.212187 0.543507 32.140498 0.7544 0.7164 0.4105 4.643008 3.943921
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.803003 -0.625215 -0.063101 4.231166 3.299315 7.022523 0.135218 3.159291 0.8431 0.8468 0.2298 6.894543 6.461140
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.049300 -0.464799 -0.592197 2.757262 1.276186 103.910739 2.209398 36.054251 0.7703 0.7512 0.3306 0.000000 0.000000
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.375549 -0.667023 -0.865473 2.546625 -0.179834 1.188941 0.926237 108.411349 0.7584 0.7660 0.3383 4.415341 3.205795
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.584261 -0.918990 0.304972 1.999725 0.498380 7.873512 0.472617 95.781715 0.7565 0.7593 0.3444 6.422361 4.970208
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.124549 -0.818205 -0.161280 11.292053 -0.354372 23.133728 -0.121190 48.173161 0.7347 0.7371 0.3673 5.735127 3.913483
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.201326 -0.064058 -0.159313 1.032735 0.526750 0.659986 1.547311 27.434802 0.7342 0.6961 0.4193 10.017898 7.226012
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -2.088617 -0.407114 0.308201 0.979163 -0.693941 0.256880 1.423322 18.073244 0.8429 0.6817 0.4662 4.829895 4.208223
2459845 digital_ok 0.00% 0.00% 0.00% 0.00% 97.79% 2.21% -1.162102 -0.637590 0.365486 -0.213804 -0.161980 1.718762 2.185641 3.609500 0.7368 0.7489 0.3760 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.276579 2.230198 -0.849082 -0.426676 1.392997 1.202148 3.421803 6.459591 0.0271 0.0250 0.0012 nan nan
2459843 digital_ok 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% -0.274239 -0.880846 0.839911 -0.553704 -0.301040 0.127165 5.296003 5.069868 0.7506 0.7520 0.3919 0.000000 0.000000
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.004967 -0.023442 -1.150198 0.019679 0.387197 0.866927 0.684945 1.897618 0.7717 0.7132 0.2356 2.060684 2.048554
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 4.777141 1.949631 0.406055 0.325631 1.054712 25.340674 3.100221 4.393297 0.0272 0.0252 0.0013 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 125.519916 180.870301 74.350045 90.170868 1097.864084 1121.705082 2213.672390 2621.729007 0.0192 0.0165 0.0019 nan nan
2459839 digital_ok 100.00% - - - - - -0.627485 -0.176346 -0.993301 -1.143095 5.927674 7.319965 1.552410 5.052731 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.61% -1.134688 -1.803027 1.229603 3.888863 2.442409 -1.013294 -0.699402 1.050754 0.7662 0.7264 0.3843 2.173597 2.055125
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0362 0.0385 0.0010 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.647518 0.960903 1.322164 1.702971 0.826174 3.008385 0.737786 1.728453 0.0364 0.0424 0.0012 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.949849 -0.543999 -0.460647 -0.304310 4.095914 2.515313 1.229755 5.220051 0.0313 0.0295 0.0012 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -2.215628 -1.333906 1.171136 0.125909 -0.950184 -0.855247 0.484875 10.801160 0.8207 0.5679 0.5720 6.248704 4.942162
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.696333 -0.315680 -1.142852 -1.004770 -0.066870 0.417104 0.526253 3.307796 0.0301 0.0285 0.0017 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.432051 -0.500183 1.885290 -0.048401 0.356521 0.399949 0.103651 22.189190 0.8168 0.5678 0.5693 8.353370 9.106292
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.324587 -0.724137 0.662954 -0.227785 3.877989 2.028785 0.838115 20.877046 0.7624 0.6883 0.4147 0.000000 0.000000
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 100.00% -1.434755 -0.447511 0.903187 -0.048718 -0.038000 0.633642 -0.673313 0.691995 0.8151 0.5810 0.5469 4.237250 3.821627
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.929214 -1.024642 2.119470 1.774670 -0.361039 33.508906 3.467563 10.753035 0.7727 0.6943 0.4139 0.000000 0.000000
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.891885 -0.709840 2.375411 -0.441658 -0.482175 1.730629 -0.252048 24.328511 0.8199 0.6250 0.4994 9.402231 9.506917
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.259886 -1.022981 1.565350 -0.238973 0.197887 -0.077626 0.378124 0.555174 0.8161 0.6247 0.5072 0.000000 0.000000
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.958164 -0.779289 1.374050 -0.299839 4.157505 2.264009 6.364085 5.643137 0.7436 0.7624 0.3483 0.000000 0.000000
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.464063 0.478611 2.116515 3.531603 0.612442 3.053780 -0.072801 27.338390 0.7821 0.6627 0.4602 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.209145 -0.462368 1.213202 0.663629 -0.560988 1.192412 3.077215 5.913821 0.8241 0.6543 0.4919 9.726073 7.677324
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.642663 -1.180294 1.500539 -0.962247 1.256325 2.710710 4.572441 7.843993 0.8079 0.6498 0.5013 0.000000 0.000000
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.346353 -1.040797 1.842834 1.894681 4.831163 35.741106 3.064267 5.757745 0.7875 0.7004 0.4035 11.483711 10.689379
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 23.68% -0.574121 -0.526816 0.582195 -0.848006 0.200998 0.327305 1.057073 0.744279 0.8172 0.6868 0.4879 1.870280 1.473163
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 6.98% -0.690456 -0.847904 2.183127 -0.256035 0.585707 -0.263776 -0.070045 0.110955 0.8544 0.6258 0.5674 1.887969 1.593661
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.227241 -0.741000 1.448922 -0.752287 -0.952240 -0.182320 1.196145 8.946302 0.8060 0.6856 0.5099 15.492003 11.525141
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.357865 -0.139560 -0.373563 1.145253 14.349637 1.937647 0.971594 7.253979 0.8020 0.7212 0.3962 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 144: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 3.113829 -1.065607 -0.803033 3.113829 -0.669724 -1.422068 -1.348268 -0.573314 -0.562182

Antenna 144: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 3.176541 -0.853288 -0.781584 -0.659882 3.176541 0.201566 -1.326926 -0.430564 0.102976

Antenna 144: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 3.595216 -0.712769 -0.639084 3.595216 -0.685132 -0.762568 -0.525238 -0.060581 -0.343903

Antenna 144: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 5.357092 -0.496450 -1.117082 -0.782081 5.357092 0.759338 -0.526229 0.055714 0.313667

Antenna 144: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 6.378707 -1.371752 -0.599700 6.378707 -0.606091 -0.680043 -0.483573 -0.837577 -0.268365

Antenna 144: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 5.249199 -0.766469 -1.291890 -0.893213 5.249199 1.133860 1.964415 -0.540085 -0.287652

Antenna 144: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 16.150329 -1.370353 -0.666966 5.245843 -0.619959 16.150329 0.481234 1.920127 -0.661574

Antenna 144: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 6.467969 -0.819747 -0.597354 6.467969 -0.438178 -0.782390 1.676804 -0.142346 -0.405172

Antenna 144: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Shape -0.084042 -0.595611 -0.084042 -0.389518 -1.581556 -0.123267 -0.736622 -0.190570 -1.129392

Antenna 144: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 6.844844 -0.581688 -1.751429 6.844844 0.333818 3.842383 -0.209220 0.806784 -0.354520

Antenna 144: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 2.151091 -0.275661 -0.814736 2.151091 -0.628617 -1.076751 0.915285 1.385143 -0.565587

Antenna 144: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 11.505460 -0.886795 -1.275740 11.505460 0.372073 0.393165 -0.263269 5.684137 -0.621648

Antenna 144: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 13.788626 -1.167843 -1.414119 13.788626 0.256593 -0.237838 0.250216 0.151902 -0.135737

Antenna 144: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 14.030732 -0.415390 -1.377068 14.030732 0.253358 -1.153864 0.749617 1.872083 0.533429

Antenna 144: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 12.186318 -0.726974 -1.371704 12.186318 -0.372224 -0.512819 0.214520 1.608855 -0.268620

Antenna 144: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 2.473468 -0.172065 -0.483380 2.473468 -0.307111 -0.648267 -0.588409 1.489028 -0.316280

Antenna 144: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 18.546849 -1.071943 -0.557772 18.546849 0.005498 1.264879 0.659812 4.781387 0.527889

Antenna 144: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 28.612001 -0.539385 -0.947585 -0.077501 18.115588 1.513786 28.612001 0.230077 5.096597

Antenna 144: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 16.060563 -2.007551 -0.984110 0.245418 16.060563 0.248846 -0.883138 -0.551270 0.246968

Antenna 144: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 7.635709 -1.918901 -0.959943 -0.379149 7.635709 0.214884 0.962674 0.123206 0.166972

Antenna 144: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 9.910796 -1.145488 -0.808886 -0.292133 9.910796 -0.347024 -0.528122 -0.628643 -0.576558

Antenna 144: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 12.461338 -0.876833 -1.407704 12.461338 0.181630 -0.319487 0.827748 -0.544560 -0.187343

Antenna 144: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 13.958891 -0.869466 -1.316560 13.958891 -0.595031 -0.292352 0.549871 -0.476996 -0.413445

Antenna 144: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 9.154970 -1.379987 -1.221520 -0.334478 9.154970 0.142456 0.902911 0.447109 1.966097

Antenna 144: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 2.129941 -0.911434 -0.357354 -0.682101 2.129941 0.976255 1.793590 -0.306803 1.395512

Antenna 144: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 1.871489 -1.020841 -0.185530 -1.278241 -0.807249 -0.849144 0.625878 -0.510939 1.871489

Antenna 144: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 1.970590 -1.304127 -0.261804 -0.894212 -0.380108 -0.243486 0.847892 -0.240485 1.970590

Antenna 144: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 0.012909 -0.457616 -0.929721 -0.300682 -0.724834 0.012909 -0.343010 -0.097688 -0.564030

Antenna 144: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 1.857754 -0.312564 -0.094931 -1.096297 1.857754 1.002292 -0.974105 -0.395355 0.134691

Antenna 144: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 9.853786 -0.586585 -1.269477 9.853786 2.599927 0.015093 -0.137761 3.065813 0.128302

Antenna 144: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Power 1.003528 -1.457614 0.375826 1.003528 -0.696402 -0.457190 -0.918477 -0.420631 -0.061665

Antenna 144: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 12.106069 -1.666187 -0.377595 2.594409 12.106069 -0.289588 -0.459431 -0.326538 -0.502390

Antenna 144: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Power 1.124135 -0.743534 -1.311475 -1.783556 1.124135 -0.868955 -0.256452 0.722880 -0.119092

Antenna 144: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 10.122154 -1.427408 -0.540524 2.400005 10.122154 0.410237 1.616018 -0.134974 1.508343

Antenna 144: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Power 1.291582 -1.329685 -0.725055 1.291582 -1.564380 -0.487197 -0.984187 -0.474590 0.799581

Antenna 144: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 18.898239 -0.499763 -0.573479 -2.274005 -0.631843 -0.772883 10.401640 18.898239 0.449939

Antenna 144: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 13.285785 4.414143 -0.341029 -1.424630 -0.084978 4.705657 11.241746 13.285785 1.066908

Antenna 144: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 16.365873 -0.926731 -0.531912 -0.969811 4.499192 2.667985 16.365873 1.969147 2.486724

Antenna 144: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 16.127197 0.713326 -1.721914 1.311217 -1.208575 0.225833 0.153723 16.127197 0.181829

Antenna 144: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 23.391879 0.015794 -1.946970 3.754481 -0.900598 -0.372593 -0.168853 23.391879 0.287643

Antenna 144: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 32.140498 -0.263310 -1.539132 5.233308 -0.713636 0.212187 -0.613321 32.140498 0.543507

Antenna 144: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 7.022523 -0.803003 -0.625215 -0.063101 4.231166 3.299315 7.022523 0.135218 3.159291

Antenna 144: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 103.910739 -1.049300 -0.464799 -0.592197 2.757262 1.276186 103.910739 2.209398 36.054251

Antenna 144: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 108.411349 -1.375549 -0.667023 -0.865473 2.546625 -0.179834 1.188941 0.926237 108.411349

Antenna 144: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 95.781715 -1.584261 -0.918990 0.304972 1.999725 0.498380 7.873512 0.472617 95.781715

Antenna 144: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 48.173161 -0.818205 -1.124549 11.292053 -0.161280 23.133728 -0.354372 48.173161 -0.121190

Antenna 144: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 27.434802 -0.064058 -1.201326 1.032735 -0.159313 0.659986 0.526750 27.434802 1.547311

Antenna 144: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 18.073244 -2.088617 -0.407114 0.308201 0.979163 -0.693941 0.256880 1.423322 18.073244

Antenna 144: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 3.609500 -0.637590 -1.162102 -0.213804 0.365486 1.718762 -0.161980 3.609500 2.185641

Antenna 144: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 6.459591 0.276579 2.230198 -0.849082 -0.426676 1.392997 1.202148 3.421803 6.459591

Antenna 144: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Temporal Discontinuties 5.296003 -0.880846 -0.274239 -0.553704 0.839911 0.127165 -0.301040 5.069868 5.296003

Antenna 144: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 1.897618 0.004967 -0.023442 -1.150198 0.019679 0.387197 0.866927 0.684945 1.897618

Antenna 144: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 25.340674 4.777141 1.949631 0.406055 0.325631 1.054712 25.340674 3.100221 4.393297

Antenna 144: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 2621.729007 125.519916 180.870301 74.350045 90.170868 1097.864084 1121.705082 2213.672390 2621.729007

Antenna 144: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 7.319965 -0.176346 -0.627485 -1.143095 -0.993301 7.319965 5.927674 5.052731 1.552410

Antenna 144: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Power 3.888863 -1.803027 -1.134688 3.888863 1.229603 -1.013294 2.442409 1.050754 -0.699402

Antenna 144: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 3.008385 0.960903 0.647518 1.702971 1.322164 3.008385 0.826174 1.728453 0.737786

Antenna 144: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 5.220051 -0.543999 -0.949849 -0.304310 -0.460647 2.515313 4.095914 5.220051 1.229755

Antenna 144: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 10.801160 -2.215628 -1.333906 1.171136 0.125909 -0.950184 -0.855247 0.484875 10.801160

Antenna 144: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 3.307796 -0.696333 -0.315680 -1.142852 -1.004770 -0.066870 0.417104 0.526253 3.307796

Antenna 144: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 22.189190 -1.432051 -0.500183 1.885290 -0.048401 0.356521 0.399949 0.103651 22.189190

Antenna 144: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 20.877046 -0.724137 -1.324587 -0.227785 0.662954 2.028785 3.877989 20.877046 0.838115

Antenna 144: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Power 0.903187 -0.447511 -1.434755 -0.048718 0.903187 0.633642 -0.038000 0.691995 -0.673313

Antenna 144: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 33.508906 -0.929214 -1.024642 2.119470 1.774670 -0.361039 33.508906 3.467563 10.753035

Antenna 144: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 24.328511 -0.709840 -0.891885 -0.441658 2.375411 1.730629 -0.482175 24.328511 -0.252048

Antenna 144: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Power 1.565350 -1.022981 -1.259886 -0.238973 1.565350 -0.077626 0.197887 0.555174 0.378124

Antenna 144: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Temporal Discontinuties 6.364085 -0.958164 -0.779289 1.374050 -0.299839 4.157505 2.264009 6.364085 5.643137

Antenna 144: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 27.338390 0.478611 -0.464063 3.531603 2.116515 3.053780 0.612442 27.338390 -0.072801

Antenna 144: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 5.913821 -0.209145 -0.462368 1.213202 0.663629 -0.560988 1.192412 3.077215 5.913821

Antenna 144: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 7.843993 -1.180294 -1.642663 -0.962247 1.500539 2.710710 1.256325 7.843993 4.572441

Antenna 144: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 35.741106 -1.346353 -1.040797 1.842834 1.894681 4.831163 35.741106 3.064267 5.757745

Antenna 144: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Temporal Discontinuties 1.057073 -0.574121 -0.526816 0.582195 -0.848006 0.200998 0.327305 1.057073 0.744279

Antenna 144: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Power 2.183127 -0.847904 -0.690456 -0.256035 2.183127 -0.263776 0.585707 0.110955 -0.070045

Antenna 144: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Discontinuties 8.946302 -0.741000 -0.227241 -0.752287 1.448922 -0.182320 -0.952240 8.946302 1.196145

Antenna 144: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 144: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok ee Temporal Variability 14.349637 -0.139560 -0.357865 1.145253 -0.373563 1.937647 14.349637 7.253979 0.971594
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